EvoGrad converts PSO, GA, DE, and CMAES into differentiable programs whose hyperparameters and population positions are tuned by gradient descent, and reports superior performance over the classical versions.
Tutorial cma-es: evolution strategies and covariance matrix adaptation
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EvoGrad: Metaheuristics in a Differentiable Wonderland
EvoGrad converts PSO, GA, DE, and CMAES into differentiable programs whose hyperparameters and population positions are tuned by gradient descent, and reports superior performance over the classical versions.